Slopsquatting: When AI Hallucinates Your Dependencies
20% of AI-suggested packages do not exist. Attackers publish malicious versions under those names. Here is how slopsquatting works and how to stop it.
Problems We Solve
AI-built apps fail in production in predictable ways. Here is every failure mode we have seen and fixed.
Bolt.new Production Problems: 6 Fixes Before Launch
Bolt.new exports ship without hosting, migrations, auth, or rate limits. Here are the 6 fixes required before your first paying customer.
AI App Database Locks Up Under Load
Your AI-built app's database chokes at 100 users. Here are the 7 database antipatterns AI tools generate — and how to fix each one.
AI Built App Performance Problems
AI coding tools ship bloated, unoptimized apps. See the 7 client-side performance killers and their Lighthouse scores before and after.
Why AI Generated Code Fails Security Audits
Your Series A investor wants a security audit. Your AI-built app will fail it. Here are the 8 findings and how to fix them fast.
AI Generated Code Security Vulnerabilities
AI coding tools produce the same security flaws in every app. See the 8 vulnerabilities we find in every audit — and what they cost you.
Why Your AI Prototype Breaks in Production
The gap between AI prototype and production app is 47 specific failures. See every one — and the engineering that closes the gap.
Cursor App Can't Handle Traffic?
Cursor generates code that breaks at 100 concurrent users. Here are the 6 performance patterns killing your app — and exact fixes.
The Hidden Cost of Vibe Coding
Vibe coding costs $0 to prototype and $100K+ to fix. See the real financial breakdown of AI-built apps from prototype to production.
Lovable App Deployment Problems
Your Lovable app works in preview but breaks in production hosting. Here are the 6 deployment gaps and how to fix each one.
Vibe Coding Technical Debt Is Real
AI-generated code accumulates technical debt 3x faster than hand-written code. See the specific patterns draining your engineering budget.
Why Vibe Coded Apps Crash in Production
Your AI-built app worked in dev but dies under real traffic. Here are the 7 technical reasons why — and how to fix them before you lose users.